Fairness and Accountability Design Needs for Algorithmic Support in High-Stakes Public Sector Decision-Making

3 February 2018

Reuben Binns

Papers citing "Fairness and Accountability Design Needs for Algorithmic Support in High-Stakes Public Sector Decision-Making"

50 / 103 papers shown

Title
Generalized Venn and Venn-Abers Calibration with Applications in Conformal Prediction L. Laan Ahmed Alaa 221 1 0 01 Jul 2025
Can we Debias Social Stereotypes in AI-Generated Images? Examining Text-to-Image Outputs and User Perceptions Saharsh Barve Andy Mao Jiayue Melissa Shi Prerna Juneja Koustuv Saha 30 0 0 27 May 2025
Fairness Practices in Industry: A Case Study in Machine Learning Teams Building Recommender Systems Jing Nathan Yan Junxiong Wang Jeffrey M. Rzeszotarski Allison Koenecke FaML 84 0 0 26 May 2025
AI LEGO: Scaffolding Cross-Functional Collaboration in Industrial Responsible AI Practices during Early Design Stages Muzhe Wu Yanzhi Zhao Shuyi Han Michael Xieyang Liu Hong Shen 148 1 0 15 May 2025
Justified Evidence Collection for Argument-based AI Fairness Assurance Alpay Sabuncuoglu Christopher Burr Carsten Maple 65 0 0 12 May 2025
ML-Driven Approaches to Combat Medicare Fraud: Advances in Class Imbalance Solutions, Feature Engineering, Adaptive Learning, and Business Impact Dorsa Farahmandazad Kasra Danesh 61 0 0 21 Feb 2025
Auditing a Dutch Public Sector Risk Profiling Algorithm Using an Unsupervised Bias Detection Tool Floris Holstege Mackenzie Jorgensen Kirtan Padh Jurriaan Parie Joel Persson Krsto Prorokovic Lukas Snoek 128 0 0 03 Feb 2025
The Dark Side of AI Companionship: A Taxonomy of Harmful Algorithmic Behaviors in Human-AI Relationships Renwen Zhang Han Li Han Meng Jinyuan Zhan Hongyuan Gan Yi-Chieh Lee 68 0 0 26 Oct 2024
Perceptions of Discriminatory Decisions of Artificial Intelligence: Unpacking the Role of Individual Characteristics Soojong Kim 32 2 0 17 Oct 2024
Beyond Algorithmic Fairness: A Guide to Develop and Deploy Ethical AI-Enabled Decision-Support Tools Rosemarie Santa Gonzalez Ryan Piansky Sue M Bae Justin B. Biddle Daniel K. Molzahn 55 0 0 17 Sep 2024
Minimum Viable Ethics: From Institutionalizing Industry AI Governance to Product Impact Archana Ahlawat Amy Winecoff Jonathan Mayer 85 1 0 11 Sep 2024
Articulation Work and Tinkering for Fairness in Machine Learning Miriam Fahimi Mayra Russo Kristen M. Scott Maria-Esther Vidal Bettina Berendt K. Kinder-Kurlanda FaML 52 1 0 23 Jul 2024
Cherry on the Cake: Fairness is NOT an Optimization Problem Marco Favier T. Calders 53 1 0 24 Jun 2024
Are Logistic Models Really Interpretable? Danial Dervovic Freddy Lecue Nicolas Marchesotti Daniele Magazzeni 75 0 0 19 Jun 2024
A transparency-based action model implemented in a robotic physical trainer for improved HRI Aharony Naama Krakovski Maya Edan Yael 23 0 0 16 Jun 2024
Studying Up Public Sector AI: How Networks of Power Relations Shape Agency Decisions Around AI Design and Use Anna Kawakami Amanda Coston Hoda Heidari Kenneth Holstein Haiyi Zhu 81 11 0 21 May 2024
Challenging the Human-in-the-loop in Algorithmic Decision-making Sebastian Tschiatschek Eugenia Stamboliev Timothée Schmude Mark Coeckelbergh Laura M. Koesten 87 1 0 17 May 2024
Trustworthy AI in practice: an analysis of practitioners' needs and challenges M. T. Baldassarre Domenico Gigante Marcos Kalinowski Azzurra Ragone Sara Tibidò 40 4 0 15 May 2024
Reimagining AI in Social Work: Practitioner Perspectives on Incorporating Technology in their Practice Katie Wassal Carolyn Ashurst Jiri Hron Miri Zilka 417 2 0 30 Apr 2024
From Prisons to Programming: Fostering Self-Efficacy via Virtual Web Design Curricula in Prisons and Jails M. Nisser Marisa Gaetz Andrew Fishberg Raechel N. Soicher Faraz Faruqi Joshua Long 17 5 0 24 Apr 2024
Linguistically Differentiating Acts and Recalls of Racial Microaggressions on Social Media Uma Sushmitha Gunturi Anisha Kumar Xiaohan Ding Eugenia H Rho 77 4 0 25 Mar 2024
Navigating Fairness: Practitioners' Understanding, Challenges, and Strategies in AI/ML Development Aastha Pant Rashina Hoda Chakkrit Tantithamthavorn Burak Turhan 61 2 0 21 Mar 2024
The Situate AI Guidebook: Co-Designing a Toolkit to Support Multi-Stakeholder Early-stage Deliberations Around Public Sector AI Proposals Anna Kawakami Amanda Coston Haiyi Zhu Hoda Heidari Kenneth Holstein 92 29 0 29 Feb 2024
Beyond Predictive Algorithms in Child Welfare Erin Moon Devansh Saxena Tegan Maharaj Shion Guha 75 2 0 26 Feb 2024
Sketching AI Concepts with Capabilities and Examples: AI Innovation in the Intensive Care Unit Nur Yildirim Susanna Zlotnikov Deniz Sayar Jeremy M. Kahn L. Bukowski ... Venkatesh Sivaraman Adam Perer Sarah Preum James McCann John Zimmerman 73 18 0 21 Feb 2024
AINeedsPlanner: A Workbook to Support Effective Collaboration Between AI Experts and Clients Dae Hyun Kim Hyungyu Shin Shakhnozakhon Yadgarova J. Son Hariharan Subramonyam Juho Kim 68 5 0 14 Feb 2024
Are We Asking the Right Questions?: Designing for Community Stakeholders' Interactions with AI in Policing Md. Romael Haque Devansh Saxena Katherine Weathington Joseph Chudzik Shion Guha 76 11 0 08 Feb 2024
A Scoping Study of Evaluation Practices for Responsible AI Tools: Steps Towards Effectiveness Evaluations G. Berman Nitesh Goyal Michael A. Madaio ELM 75 23 0 30 Jan 2024
Information That Matters: Exploring Information Needs of People Affected by Algorithmic Decisions Timothée Schmude Laura M. Koesten Torsten Moller Sebastian Tschiatschek 50 3 0 24 Jan 2024
Democratize with Care: The need for fairness specific features in user-interface based open source AutoML tools Sundaraparipurnan Narayanan 86 0 0 16 Dec 2023
Conceptualizing the Relationship between AI Explanations and User Agency Iyadunni Adenuga Jonathan Dodge 62 2 0 05 Dec 2023
Is a Seat at the Table Enough? Engaging Teachers and Students in Dataset Specification for ML in Education Mei Tan Hansol Lee Dakuo Wang Hariharan Subramonyam 60 8 0 09 Nov 2023
Synergizing Human-AI Agency: A Guide of 23 Heuristics for Service Co-Creation with LLM-Based Agents Qingxiao Zheng Zhongwei Xu Abhinav Choudhary Yuting Chen Yongming Li Yun Huang LLMAG 86 7 0 23 Oct 2023
More than Model Documentation: Uncovering Teachers' Bespoke Information Needs for Informed Classroom Integration of ChatGPT Mei Tan Hariharan Subramonyam 102 19 0 25 Sep 2023
Ethics in the Age of AI: An Analysis of AI Practitioners' Awareness and Challenges Aastha Pant Rashina Hoda Simone V. Spiegler Chakkrit Tantithamthavorn Burak Turhan 73 29 0 14 Jul 2023
Machine Learning practices and infrastructures G. Berman 69 4 0 13 Jul 2023
Diffused Redundancy in Pre-trained Representations Vedant Nanda Till Speicher John P. Dickerson Soheil Feizi Krishna P. Gummadi Adrian Weller SSL 66 3 0 31 May 2023
Improving Neural Additive Models with Bayesian Principles Kouroche Bouchiat Alexander Immer Hugo Yèche Gunnar Rätsch Vincent Fortuin BDL MedIm 105 6 0 26 May 2023
Implementing Responsible AI: Tensions and Trade-Offs Between Ethics Aspects Conrad Sanderson David M. Douglas Qinghua Lu 98 13 0 17 Apr 2023
Towards "Anytime, Anywhere" Community Learning and Engagement around the Design of Public Sector AI Wesley Hanwen Deng Motahhare Eslami Kenneth Holstein 84 1 0 31 Mar 2023
Understanding Frontline Workers' and Unhoused Individuals' Perspectives on AI Used in Homeless Services Tzu-Sheng Kuo Hong Shen Jisoo Geum N. Jones Jason I. Hong Haiyi Zhu Kenneth Holstein 93 62 0 17 Mar 2023
Users are the North Star for AI Transparency Alex Mei Michael Stephen Saxon Shiyu Chang Zachary Chase Lipton William Yang Wang 63 10 0 09 Mar 2023
Fairness Evaluation in Text Classification: Machine Learning Practitioner Perspectives of Individual and Group Fairness Zahra Ashktorab Benjamin Hoover Mayank Agarwal Casey Dugan Werner Geyer Han Yang Mikhail Yurochkin FaML 79 18 0 01 Mar 2023
Improving Fairness in Adaptive Social Exergames via Shapley Bandits Robert C. Gray Jennifer Villareale T. Fox Diane H Dallal Santiago Ontañón D. Arigo S. Jabbari Jichen Zhu 55 4 0 18 Feb 2023
Rethinking "Risk" in Algorithmic Systems Through A Computational Narrative Analysis of Casenotes in Child-Welfare Devansh Saxena Erin Moon Aryan Chaurasia Yixin Guan Shion Guha 72 26 0 16 Feb 2023
On the Impact of Explanations on Understanding of Algorithmic Decision-Making Timothée Schmude Laura M. Koesten Torsten Moller Sebastian Tschiatschek 120 17 0 16 Feb 2023
Contestable Camera Cars: A Speculative Design Exploration of Public AI That Is Open and Responsive to Dispute Kars Alfrink I. Keller N. Doorn Gerd Kortuem 63 32 0 09 Feb 2023
Investigating How Practitioners Use Human-AI Guidelines: A Case Study on the People + AI Guidebook Nur Yildirim Mahima Pushkarna Nitesh Goyal Martin Wattenberg Fernanda Viégas 104 70 0 28 Jan 2023
The State of Human-centered NLP Technology for Fact-checking Anubrata Das Houjiang Liu Venelin Kovatchev Matthew Lease HILM 147 66 0 08 Jan 2023
A.I. Robustness: a Human-Centered Perspective on Technological Challenges and Opportunities Andrea Tocchetti Lorenzo Corti Agathe Balayn Mireia Yurrita Philip Lippmann Marco Brambilla Jie Yang 84 14 0 17 Oct 2022